Polynomial Learnability of Stochastic Rules with Respect to the KL-Divergence and Quadratic Distance

Naoki Abe , K. Manfred Warmuth , Junnichi Takeuchi
IEICE Transactions on Information and Systems 84 ( 3) 299 -316

23
2001
Direct and indirect algorithms for on-line learning of disjunctions

D.P Helmbold , S Panizza , M.K Warmuth
Theoretical Computer Science 284 ( 1) 109 -142

8
2002
Scattered versus context-sensitive rewriting

Jakob Gonczarowski , ManfredK. Warmuth
Acta Informatica 27 ( 1) 81 -95

17
1989
Relative Loss Bounds for Multidimensional Regression Problems

Jyrki Kivinen Manfred K Warmuth
Advances in neural information processing systems 10: proceedings of the 1997 conference 287 -287

2
1998
Boosting Algorithms for Maximizing the Soft Margin

Gunnar Rätsch , Manfred K Warmuth , Karen A. Glocer
neural information processing systems 20 1585 -1592

101
2007
A Bayes Rule for Density Matrices

Manfred K Warmuth
neural information processing systems 18 1457 -1464

18
2005
Worst-case Loss Bounds for Single Neurons

Jyrki Kivinen , Manfred K Warmuth , David P. Helmbold
neural information processing systems 8 309 -315

12
1995
Matrix Exponential Gradient Updates for On-line Learning and Bregman Projection

Gunnar Rätsch , Koji Tsuda , Manfred K Warmuth
neural information processing systems 17 1425 -1432

5
2004
Boosting versus Covering

Manfred K Warmuth , Kohei Hatano
neural information processing systems 16 1109 -1116

2
2003
Batch and On-Line Parameter Estimation of Gaussian Mixtures Based on the Joint Entropy

Manfred K Warmuth , Yoram Singer
neural information processing systems 11 578 -584

42
1998
Putting Bayes to sleep

Dmitry Adamskiy , Manfred K Warmuth , Wouter M Koolen
neural information processing systems 25 135 -143

33
2012
The limits of squared Euclidean distance regularization

Manfred K Warmuth , Michal Derezinski
neural information processing systems 27 2807 -2815

8
2014
Active Learning in the Drug Discovery Process

Gunnar Rätsch , Christian Lemmen , Manfred K Warmuth , Jun Liao
neural information processing systems 14 1449 -1456

54
2001
Adaptive Caching by Refetching

Robert B. Gramacy , Manfred K Warmuth , Ismail Ari , Scott A. Brandt
neural information processing systems 15 1489 -1496

53
2002
Linear Hinge Loss and Average Margin

Manfred K Warmuth , Claudio Gentile
neural information processing systems 11 225 -231

92
1998
On the Convergence of Leveraging

Gunnar Rätsch , Sebastian Mika , Manfred K Warmuth
neural information processing systems 14 487 -494

35
2001
Training Algorithms for Hidden Markov Models using Entropy Based Distance Functions

Manfred K Warmuth , Yoram Singer
neural information processing systems 641 -647

39
1996
Repeated Games against Budgeted Adversaries

Jacob D. Abernethy , Manfred K Warmuth
neural information processing systems 23 1 -9

23
2010
Learning Eigenvectors for Free

Wojciech Kotlowski , Manfred K Warmuth , Wouter M Koolen
neural information processing systems 24 945 -953

2
2011
On the Complexity of Iterated Shuffle ; CU-CS-201-81

Manfred K Warmuth , David Haussler

1981